Skip to Main Content

Autoimmune drug discovery often fails when a gene that looks important in a cell experiment doesn't hold up in real people. We built a reproducible pipeline that takes drug-target hypotheses from the Marson-lab genome-scale CD4+ T-cell Perturb-seq screen all the way to individual-level human genomes in All of Us. Every regulator passes through five independent evidence layers: bench causality (CRISPRi knock-down that calms T-cell activation) → druggability → human GWAS → biobank PheWAS (FinnGen + GWAS Catalog, cross-ancestry check in BioBank Japan) → individual-level genomes in All of Us. From ~4,000 regulators, 2,771 pass the bench filter and 86 are druggable and disease-linked. What we found: the method works (PTPN22 and TYK2 controls replicate); IL23R validates for inflammatory bowel disease in the right disease (OR 0.73, P 4.4x10^-5); the three novel lupus receptor hypotheses return honest, well- controlled results; and the pipeline catches its own false positives with a nearest-gene stress test (e.g. our flagship "hidden hit" maps to a famous neighbor, not our gene). It also surfaced ATP2B1 as an SLE-protective lead, then honestly down-weighted it when its genetics turned out cardiometabolic. Why it matters: the discrete result is not "three lupus targets" — it's a reproducible bench-to-biobank pipeline that confirms a real target, gives honest nulls, and catches its own false positives. It's packaged as an open, config- driven tool (bench2biobank) that runs on any perturbation screen. Built entirely in Claude Science.

Team

Kanny

Placement

Participant

More from Built with Claude: Life Sciences

What I built. Lazarus is an agent that takes a dead research repository that is open, cited, and no longer runnable, and turns it back into a callable…

DoctorDean project preview

Diffuse midline glioma is a paediatric brainstem cancer that is almost uniformly fatal: about ninety percent of children die within two years, and the first…

Faith Ogundimu project preview

Hippocampus AI is the memory and reasoning engine for scientific discovery. Every experiment generates valuable knowledge, but that knowledge becomes…

Disruptors project preview

I used Claude to train a protein language model that can generate an extremophilic version of any enzyme, maintaining its function, while allowing it to…

Jaymin project preview

Many primates are sexually dichromatic — males and females are different colors. I wanted to know how that trait is built genetically, and how it evolved…

www.loom.com/…

About Trialign is a patient-facing clinical trial matcher for oncology. A patient pastes a clinical note, uploads a record, or connects their EHR via SMART on…

Trialign project preview